Enterprise project
RAG Knowledge Base
An enterprise retrieval-augmented knowledge base with three interaction modes — from chunk-level study to multi-agent deep research.
- Study mode — browse documents chunk by chunk with on-demand LLM summaries and Q&A; built to help new joiners self-onboard without a senior colleague.
- Chat mode — standard grounded RAG: retrieve relevant chunks, generate a cited answer.
- Research mode — a multi-agent pipeline that decomposes a topic, retrieves and drafts, runs a critic/reviewer pass, re-queries to fill gaps, then produces a refined answer with full citations.
ChromaDB Streamlit Chainlit Multi-agent RAG LLM